In ArcGIS Online, the hosted feature layer view created by the Join Features tool fails to inherit the attachments from the original hosted feature service.
Attachments on the target layer is preserved in a one-to-one join if the target layer has attachments enabled and a GlobalID field. This is currently not supported for one-to-many joins.